Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	2191
Missing cells	3549
Missing cells (%)	13.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	205.5 KiB
Average record size in memory	96.1 B

Variable types

DateTime	1
Categorical	1
Numeric	10

Warnings

`PM_RETIRO` is highly correlated with `PM_VALLECAS` and 2 other fields	High correlation
`PM_VALLECAS` is highly correlated with `PM_RETIRO` and 2 other fields	High correlation
`PM_CIUDADLINEAL` is highly correlated with `PM_RETIRO` and 2 other fields	High correlation
`PM_CENTRO` is highly correlated with `PM_RETIRO` and 2 other fields	High correlation
`DEW_POINT` is highly correlated with `TEMPERATURE`	High correlation
`TEMPERATURE` is highly correlated with `DEW_POINT`	High correlation
`PM_RETIRO` has 1115 (50.9%) missing values	Missing
`PM_VALLECAS` has 1250 (57.1%) missing values	Missing
`PM_CIUDADLINEAL` has 1118 (51.0%) missing values	Missing
`PM_CENTRO` has 36 (1.6%) missing values	Missing
`COMMULATIVE_PRECIPITATION` is highly skewed (γ1 = 46.72257286)	Skewed
`FECHA` has unique values	Unique
`COMMULATIVE_PRECIPITATION` has 1742 (79.5%) zeros	Zeros

Reproduction

Analysis started	2021-04-19 00:33:05.565338
Analysis finished	2021-04-19 00:33:33.463881
Duration	27.9 seconds
Software version	pandas-profiling v2.11.0
Download configuration	config.yaml

FECHA
Date

UNIQUE

Distinct	2191
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	17.2 KiB

Minimum	2010-01-01 00:00:00
Maximum	2015-12-31 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

SEASON
Categorical

Distinct	4
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	17.2 KiB

1	552
2	552
3	546
4	541

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	2191
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	4
5th row	4

Value	Count	Frequency (%)
1	552	25.2%
2	552	25.2%
3	546	24.9%
4	541	24.7%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	552	25.2%
1	552	25.2%
3	546	24.9%
4	541	24.7%

Most occurring characters

Value	Count	Frequency (%)
1	552	25.2%
2	552	25.2%
3	546	24.9%
4	541	24.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2191	100.0%

Most frequent character per category

Value	Count	Frequency (%)
1	552	25.2%
2	552	25.2%
3	546	24.9%
4	541	24.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	2191	100.0%

Most frequent character per script

Value	Count	Frequency (%)
1	552	25.2%
2	552	25.2%
3	546	24.9%
4	541	24.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2191	100.0%

Most frequent character per block

Value	Count	Frequency (%)
1	552	25.2%
2	552	25.2%
3	546	24.9%
4	541	24.7%

PM_RETIRO
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	997
Distinct (%)	92.7%
Missing	1115
Missing (%)	50.9%
Infinite	0
Infinite (%)	0.0%

Mean	89.44022664
Minimum	3
Maximum	564.7083333
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	3
5-th percentile	12.20833333
Q1	35.90056818
median	67.5625
Q3	120.8546196
95-th percentile	243.8636364
Maximum	564.7083333
Range	561.7083333
Interquartile range (IQR)	84.95405138

Descriptive statistics

Standard deviation	74.48367962
Coefficient of variation (CV)	0.8327760608
Kurtosis	4.170472053
Mean	89.44022664
Median Absolute Deviation (MAD)	38.54166667
Skewness	1.742136037
Sum	96237.68387
Variance	5547.81853
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.875	4	0.2%
14.375	3	0.1%
26.56521739	3	0.1%
15.79166667	3	0.1%
18.83333333	3	0.1%
43.91666667	3	0.1%
29.625	2	0.1%
64.70833333	2	0.1%
24.95833333	2	0.1%
56.66666667	2	0.1%
Other values (987)	1049	47.9%
(Missing)	1115	50.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	1	< 0.1%
3.291666667	1	< 0.1%
3.541666667	1	< 0.1%
3.545454545	1	< 0.1%
3.666666667	1	< 0.1%

Value	Count	Frequency (%)
564.7083333	1	< 0.1%
488.9166667	1	< 0.1%
439.9166667	1	< 0.1%
416.6666667	1	< 0.1%
399.7083333	1	< 0.1%

PM_VALLECAS
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	880
Distinct (%)	93.5%
Missing	1250
Missing (%)	57.1%
Infinite	0
Infinite (%)	0.0%

Mean	92.34863193
Minimum	4.733333333
Maximum	593
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	4.733333333
5-th percentile	13.70833333
Q1	40.625
median	73.45833333
Q3	120.4347826
95-th percentile	239.8636364
Maximum	593
Range	588.2666667
Interquartile range (IQR)	79.80978261

Descriptive statistics

Standard deviation	75.48522701
Coefficient of variation (CV)	0.8173941014
Kurtosis	5.291003561
Mean	92.34863193
Median Absolute Deviation (MAD)	38.16666667
Skewness	1.889165365
Sum	86900.06264
Variance	5698.019496
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
101.0416667	3	0.1%
112	3	0.1%
45.29166667	3	0.1%
55	3	0.1%
24.41666667	2	0.1%
116.7083333	2	0.1%
77.08333333	2	0.1%
22.375	2	0.1%
63.875	2	0.1%
50.29166667	2	0.1%
Other values (870)	917	41.9%
(Missing)	1250	57.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4.733333333	1	< 0.1%
4.9	1	< 0.1%
4.958333333	1	< 0.1%
5.782608696	1	< 0.1%
5.857142857	1	< 0.1%

Value	Count	Frequency (%)
593	1	< 0.1%
518.047619	1	< 0.1%
442.625	1	< 0.1%
439.4583333	1	< 0.1%
397.5833333	1	< 0.1%

PM_CIUDADLINEAL
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1002
Distinct (%)	93.4%
Missing	1118
Missing (%)	51.0%
Infinite	0
Infinite (%)	0.0%

Mean	88.92030568
Minimum	3.842105263
Maximum	510.0434783
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	3.842105263
5-th percentile	12.075
Q1	35.38095238
median	65.95454545
Q3	118.0416667
95-th percentile	250.1416667
Maximum	510.0434783
Range	506.201373
Interquartile range (IQR)	82.66071429

Descriptive statistics

Standard deviation	75.52464414
Coefficient of variation (CV)	0.8493520525
Kurtosis	3.778997768
Mean	88.92030568
Median Absolute Deviation (MAD)	37.45454545
Skewness	1.753894613
Sum	95411.488
Variance	5703.971873
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71.58333333	3	0.1%
33.54166667	3	0.1%
23.66666667	3	0.1%
37.5	2	0.1%
23.58333333	2	0.1%
60.625	2	0.1%
96.45833333	2	0.1%
57.70833333	2	0.1%
23.41666667	2	0.1%
126.75	2	0.1%
Other values (992)	1050	47.9%
(Missing)	1118	51.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.842105263	1	< 0.1%
4.857142857	1	< 0.1%
5	1	< 0.1%
5.833333333	1	< 0.1%
5.875	1	< 0.1%

Value	Count	Frequency (%)
510.0434783	1	< 0.1%
466.7916667	1	< 0.1%
423.2916667	1	< 0.1%
417.4666667	1	< 0.1%
415.8333333	1	< 0.1%

PM_CENTRO
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	1800
Distinct (%)	83.5%
Missing	36
Missing (%)	1.6%
Infinite	0
Infinite (%)	0.0%

Mean	95.90843922
Minimum	3.181818182
Maximum	568.5652174
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	3.181818182
5-th percentile	15.45126812
Q1	39.75595238
median	74.91666667
Q3	125.8637821
95-th percentile	251.4625
Maximum	568.5652174
Range	565.3833992
Interquartile range (IQR)	86.10782967

Descriptive statistics

Standard deviation	77.68231099
Coefficient of variation (CV)	0.8099632485
Kurtosis	3.809004034
Mean	95.90843922
Median Absolute Deviation (MAD)	41.16666667
Skewness	1.69854957
Sum	206682.6865
Variance	6034.54144
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
43.54166667	4	0.2%
22.04166667	4	0.2%
25.08333333	4	0.2%
14.41666667	3	0.1%
67.45833333	3	0.1%
43.41666667	3	0.1%
25.625	3	0.1%
122.2916667	3	0.1%
54.625	3	0.1%
40.95833333	3	0.1%
Other values (1790)	2122	96.9%
(Missing)	36	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.181818182	1	< 0.1%
6.083333333	1	< 0.1%
6.333333333	1	< 0.1%
6.541666667	1	< 0.1%
6.625	1	< 0.1%

Value	Count	Frequency (%)
568.5652174	1	< 0.1%
537.25	1	< 0.1%
492.75	1	< 0.1%
464.375	1	< 0.1%
449.75	1	< 0.1%

DEW_POINT
Real number (ℝ)

HIGH CORRELATION

Distinct	998
Distinct (%)	45.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.074797095
Minimum	-33.33333333
Maximum	26.20833333
Zeros	2
Zeros (%)	0.1%
Memory size	17.2 KiB

Quantile statistics

Minimum	-33.33333333
5-th percentile	-20.29166667
Q1	-9.75
median	2.291666667
Q3	15.08333333
95-th percentile	21.95833333
Maximum	26.20833333
Range	59.54166667
Interquartile range (IQR)	24.83333333

Descriptive statistics

Standard deviation	13.9572431
Coefficient of variation (CV)	6.727040027
Kurtosis	-1.218974946
Mean	2.074797095
Median Absolute Deviation (MAD)	12.45833333
Skewness	-0.1381714527
Sum	4545.880435
Variance	194.8046351
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-9.75	7	0.3%
18.95833333	7	0.3%
16.79166667	7	0.3%
16.91666667	7	0.3%
20	7	0.3%
21.25	7	0.3%
14.91666667	6	0.3%
19.83333333	6	0.3%
22.25	6	0.3%
-7.25	6	0.3%
Other values (988)	2125	97.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-33.33333333	1	< 0.1%
-31.70833333	1	< 0.1%
-27.45833333	1	< 0.1%
-27.20833333	1	< 0.1%
-26.625	1	< 0.1%

Value	Count	Frequency (%)
26.20833333	2	0.1%
25.625	1	< 0.1%
25.375	1	< 0.1%
25.33333333	1	< 0.1%
25.25	1	< 0.1%

HUMIDITY
Real number (ℝ_≥0)

Distinct	1295
Distinct (%)	59.4%
Missing	11
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%

Mean	54.6590448
Minimum	6.75
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	6.75
5-th percentile	21.66458333
Q1	37.83333333
median	55.08333333
Q3	70.95833333
95-th percentile	86.71041667
Maximum	100
Range	93.25
Interquartile range (IQR)	33.125

Descriptive statistics

Standard deviation	20.29542131
Coefficient of variation (CV)	0.3713094765
Kurtosis	-0.933884127
Mean	54.6590448
Median Absolute Deviation (MAD)	16.41666667
Skewness	-0.06153057447
Sum	119156.7177
Variance	411.9041261
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	6	0.3%
58.45833333	6	0.3%
80.125	6	0.3%
57.04166667	6	0.3%
37.58333333	5	0.2%
40.58333333	5	0.2%
35.16666667	5	0.2%
67.04166667	5	0.2%
54.33333333	5	0.2%
65.16666667	5	0.2%
Other values (1285)	2126	97.0%
(Missing)	11	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.75	1	< 0.1%
8.333333333	1	< 0.1%
8.916666667	1	< 0.1%
9	1	< 0.1%
9.041666667	1	< 0.1%

Value	Count	Frequency (%)
100	2	0.1%
99	1	< 0.1%
97.95833333	1	< 0.1%
96.95833333	1	< 0.1%
96.08333333	1	< 0.1%

PREASSURE
Real number (ℝ_≥0)

Distinct	851
Distinct (%)	39.0%
Missing	11
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%

Mean	1016.481307
Minimum	994.0416667
Maximum	1043.458333
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	994.0416667
5-th percentile	1000.875
Q1	1008
median	1016.291667
Q3	1024.677083
95-th percentile	1032.752083
Maximum	1043.458333
Range	49.41666667
Interquartile range (IQR)	16.67708333

Descriptive statistics

Standard deviation	10.10184942
Coefficient of variation (CV)	0.009938057242
Kurtosis	-0.9059175939
Mean	1016.481307
Median Absolute Deviation (MAD)	8.333333333
Skewness	0.0914959284
Sum	2215929.25
Variance	102.0473617
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1020.875	8	0.4%
1007.833333	8	0.4%
1014	8	0.4%
1019.125	7	0.3%
1027.208333	7	0.3%
1007.875	7	0.3%
1002.041667	7	0.3%
1015.916667	7	0.3%
1020.666667	7	0.3%
1007.5	7	0.3%
Other values (841)	2107	96.2%
(Missing)	11	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
994.0416667	1	< 0.1%
994.4583333	2	0.1%
994.8333333	1	< 0.1%
994.9583333	1	< 0.1%
995.0416667	1	< 0.1%

Value	Count	Frequency (%)
1043.458333	1	< 0.1%
1041.708333	1	< 0.1%
1039.708333	1	< 0.1%
1039.583333	1	< 0.1%
1039.5	1	< 0.1%

TEMPERATURE
Real number (ℝ)

HIGH CORRELATION

Distinct	1526
Distinct (%)	69.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	17.89117975
Minimum	-4.277322404
Maximum	34.5204918
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	-4.277322404
5-th percentile	3.321721311
Q1	8.888661202
median	19.08333333
Q3	26.63114754
95-th percentile	30.45628415
Maximum	34.5204918
Range	38.79781421
Interquartile range (IQR)	17.74248634

Descriptive statistics

Standard deviation	9.385066363
Coefficient of variation (CV)	0.5245638629
Kurtosis	-1.306470141
Mean	17.89117975
Median Absolute Deviation (MAD)	8.538251366
Skewness	-0.2101688121
Sum	39199.57484
Variance	88.07947064
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.60928962	7	0.3%
27.31420765	7	0.3%
28.47540984	6	0.3%
21.84972678	5	0.2%
27.99726776	5	0.2%
3.543715847	5	0.2%
29.09016393	5	0.2%
28.8510929	5	0.2%
9.827868852	4	0.2%
21.06420765	4	0.2%
Other values (1516)	2138	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.277322404	1	< 0.1%
-2.706284153	1	< 0.1%
-2.672131148	1	< 0.1%
-2.603825137	1	< 0.1%
-2.023224044	1	< 0.1%

Value	Count	Frequency (%)
34.5204918	1	< 0.1%
34.11065574	1	< 0.1%
34.11065574	1	< 0.1%
33.56420765	2	0.1%
32.98360656	1	< 0.1%

WIND_SPEED
Real number (ℝ_≥0)

Distinct	2156
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	23.26215979
Minimum	1.244583333
Maximum	463.1879167
Zeros	0
Zeros (%)	0.0%
Memory size	17.2 KiB

Quantile statistics

Minimum	1.244583333
5-th percentile	2.501875
Q1	5.679583333
median	10.70875
Q3	21.58041667
95-th percentile	84.67416667
Maximum	463.1879167
Range	461.9433333
Interquartile range (IQR)	15.90083333

Descriptive statistics

Standard deviation	41.02850686
Coefficient of variation (CV)	1.76374452
Kurtosis	29.34404446
Mean	23.26215979
Median Absolute Deviation (MAD)	6.113333333
Skewness	4.769878438
Sum	50967.3921
Variance	1683.338375
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.9725	3	0.1%
6.05	2	0.1%
11.43416667	2	0.1%
5.384166667	2	0.1%
11.19666667	2	0.1%
8.084166667	2	0.1%
1.934166667	2	0.1%
6.05375	2	0.1%
5.60625	2	0.1%
1.655	2	0.1%
Other values (2146)	2170	99.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.244583333	1	< 0.1%
1.4125	1	< 0.1%
1.484583333	1	< 0.1%
1.486666667	1	< 0.1%
1.50375	1	< 0.1%

Value	Count	Frequency (%)
463.1879167	1	< 0.1%
407.3533333	1	< 0.1%
384.4254167	1	< 0.1%
365.43875	1	< 0.1%
365.4116667	1	< 0.1%

COMMULATIVE_PRECIPITATION
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	179
Distinct (%)	8.2%
Missing	8
Missing (%)	0.4%
Infinite	0
Infinite (%)	0.0%

Mean	459.8928081
Minimum	0
Maximum	999990
Zeros	1742
Zeros (%)	79.5%
Memory size	17.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10.9
Maximum	999990
Range	999990
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	21402.67423
Coefficient of variation (CV)	46.53839732
Kurtosis	2182.99921
Mean	459.8928081
Median Absolute Deviation (MAD)	0
Skewness	46.72257286
Sum	1003946
Variance	458074464
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1742	79.5%
0.1	48	2.2%
0.2	31	1.4%
0.4	15	0.7%
0.6	10	0.5%
0.8	9	0.4%
0.3	9	0.4%
0.9	8	0.4%
0.7	8	0.4%
0.5	6	0.3%
Other values (169)	297	13.6%
(Missing)	8	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1742	79.5%
0.1	48	2.2%
0.2	31	1.4%
0.3	9	0.4%
0.4	15	0.7%

Value	Count	Frequency (%)
999990	1	< 0.1%
223	1	< 0.1%
203.6	1	< 0.1%
102.3	1	< 0.1%
75.8	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	FECHA	SEASON	PM_RETIRO	PM_VALLECAS	PM_CIUDADLINEAL	PM_CENTRO	DEW_POINT	HUMIDITY	PREASSURE	TEMPERATURE	WIND_SPEED	COMMULATIVE_PRECIPITATION
0	2010-01-01	4	NaN	NaN	NaN	129.000000	-18.750000	38.458333	1017.083333	2.040984	14.458333	0.0
1	2010-01-02	4	NaN	NaN	NaN	144.333333	-8.500000	77.937500	1024.750000	3.372951	24.860000	0.0
2	2010-01-03	4	NaN	NaN	NaN	78.375000	-10.125000	87.916667	1022.791667	0.572404	70.937917	11.2
3	2010-01-04	4	NaN	NaN	NaN	29.291667	-20.875000	46.208333	1029.291667	-1.852459	111.160833	0.0
4	2010-01-05	4	NaN	NaN	NaN	43.541667	-24.583333	42.041667	1033.625000	-4.277322	56.920000	0.0
5	2010-01-06	4	NaN	NaN	NaN	59.375000	-23.708333	39.208333	1033.750000	-2.706284	18.511667	0.0
6	2010-01-07	4	NaN	NaN	NaN	72.458333	-21.250000	49.000000	1034.083333	-2.672131	10.170000	0.0
7	2010-01-08	4	NaN	NaN	NaN	174.333333	-17.125000	64.541667	1028.000000	-2.023224	1.972917	0.0
8	2010-01-09	4	NaN	NaN	NaN	84.750000	-16.333333	57.250000	1029.041667	0.094262	13.298750	0.0
9	2010-01-10	4	NaN	NaN	NaN	55.083333	-15.958333	56.500000	1032.500000	0.401639	17.415833	0.0

Last rows

	FECHA	SEASON	PM_RETIRO	PM_VALLECAS	PM_CIUDADLINEAL	PM_CENTRO	DEW_POINT	HUMIDITY	PREASSURE	TEMPERATURE	WIND_SPEED
2181	2015-12-22	4	331.666667	351.235294	327.666667	336.958333	-4.416667	89.166667	1027.958333	5.217213	3.479167
2182	2015-12-23	4	275.041667	257.217391	250.125000	254.541667	-5.958333	70.458333	1026.500000	7.266393	6.203333
2183	2015-12-24	4	125.347826	119.916667	108.727273	100.416667	-6.750000	64.208333	1027.000000	7.334699	4.504167
2184	2015-12-25	4	564.708333	518.047619	510.043478	537.250000	-4.000000	96.083333	1019.250000	4.704918	2.267083
2185	2015-12-26	4	266.521739	255.083333	238.208333	254.333333	-5.041667	86.583333	1024.916667	5.114754	4.301250
2186	2015-12-27	4	52.791667	66.041667	57.708333	56.208333	-13.958333	53.541667	1038.625000	2.928962	3.950833
2187	2015-12-28	4	117.416667	119.583333	111.833333	112.416667	-11.458333	60.750000	1035.041667	4.056011	13.656667
2188	2015-12-29	4	323.416667	361.500000	330.750000	331.875000	-6.625000	76.125000	1028.875000	5.285519	1.244583
2189	2015-12-30	4	51.791667	135.500000	94.291667	101.750000	-8.750000	58.458333	1030.375000	7.300546	26.502500
2190	2015-12-31	4	63.826087	83.166667	61.304348	70.875000	-10.083333	59.416667	1032.458333	5.251366	9.073333

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows